Data Stream Analysis: Algorithms and Performance Evaluation

by Emmanuelle Anceaume, Yann Busnel, and Bruno Sericola

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Book cover for Data Stream Analysis

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Centralized and distributed algorithms are remarkable by their capacity of accurately estimating different types of statistics in a space and computational efficient way. The first part of this book is dedicated to the presentation of mathematical tools that will be needed in the remaining of the book. Then, a survey of the important models, and algorithms will be presented. Each of these algorithms will be accompanied by a theoretical and experimental analysis. Based on this material, two important problems will be studied: the detection of DDoS attacks and the construction of a uniform data stream out of arbitrary biased ones.
  • ISBN10 1848219466
  • ISBN13 9781848219465
  • Publish Date 4 May 2020
  • Publish Status Active
  • Publish Country GB
  • Imprint ISTE Ltd and John Wiley & Sons Inc
  • Format Hardcover
  • Pages 200
  • Language English